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...che/paimon/benchmark/deletionvectors/DeletionVectorsWithIndexResultPushDownBenchmark.java
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/* | ||
* Licensed to the Apache Software Foundation (ASF) under one | ||
* or more contributor license agreements. See the NOTICE file | ||
* distributed with this work for additional information | ||
* regarding copyright ownership. The ASF licenses this file | ||
* to you under the Apache License, Version 2.0 (the | ||
* "License"); you may not use this file except in compliance | ||
* with the License. You may obtain a copy of the License at | ||
* | ||
* http://www.apache.org/licenses/LICENSE-2.0 | ||
* | ||
* Unless required by applicable law or agreed to in writing, software | ||
* distributed under the License is distributed on an "AS IS" BASIS, | ||
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
* See the License for the specific language governing permissions and | ||
* limitations under the License. | ||
*/ | ||
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package org.apache.paimon.benchmark.deletionvectors; | ||
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import org.apache.paimon.CoreOptions; | ||
import org.apache.paimon.benchmark.Benchmark; | ||
import org.apache.paimon.catalog.Catalog; | ||
import org.apache.paimon.catalog.CatalogContext; | ||
import org.apache.paimon.catalog.CatalogFactory; | ||
import org.apache.paimon.catalog.Identifier; | ||
import org.apache.paimon.data.BinaryString; | ||
import org.apache.paimon.data.GenericRow; | ||
import org.apache.paimon.data.InternalRow; | ||
import org.apache.paimon.disk.IOManagerImpl; | ||
import org.apache.paimon.options.CatalogOptions; | ||
import org.apache.paimon.options.MemorySize; | ||
import org.apache.paimon.options.Options; | ||
import org.apache.paimon.predicate.Predicate; | ||
import org.apache.paimon.predicate.PredicateBuilder; | ||
import org.apache.paimon.reader.RecordReader; | ||
import org.apache.paimon.schema.Schema; | ||
import org.apache.paimon.table.Table; | ||
import org.apache.paimon.table.sink.CommitMessage; | ||
import org.apache.paimon.table.sink.StreamTableCommit; | ||
import org.apache.paimon.table.sink.StreamTableWrite; | ||
import org.apache.paimon.table.sink.StreamWriteBuilder; | ||
import org.apache.paimon.table.source.Split; | ||
import org.apache.paimon.types.DataField; | ||
import org.apache.paimon.types.DataTypes; | ||
import org.apache.paimon.types.IntType; | ||
import org.apache.paimon.utils.Pair; | ||
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import org.apache.commons.math3.random.RandomDataGenerator; | ||
import org.junit.jupiter.api.Test; | ||
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import java.io.File; | ||
import java.time.Duration; | ||
import java.util.ArrayList; | ||
import java.util.Collections; | ||
import java.util.HashMap; | ||
import java.util.LinkedHashMap; | ||
import java.util.List; | ||
import java.util.Map; | ||
import java.util.concurrent.atomic.AtomicLong; | ||
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import static org.assertj.core.api.Assertions.assertThat; | ||
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/** Benchmark for deletion vector push down table read. */ | ||
public class DeletionVectorsWithIndexResultPushDownBenchmark { | ||
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private static final int VALUE_COUNT = 20; | ||
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private final int rowCount = 1000000; | ||
java.nio.file.Path tempFile = new File("D:\\paimon").toPath(); | ||
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private final RandomDataGenerator random = new RandomDataGenerator(); | ||
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@Test | ||
public void testParquetRead() throws Exception { | ||
System.out.println(tempFile); | ||
// int[] pkBounds = new int[]{10000000, 30000000, 50000000, 100000000}; | ||
int[] pkBounds = new int[] {10000000}; | ||
// int[] indexBounds = new int[]{50000, 100000, 300000, 800000}; | ||
int[] indexBounds = new int[] {800000}; | ||
for (int pkBound : pkBounds) { | ||
for (int indexBound : indexBounds) { | ||
// Table table = | ||
// prepareData( | ||
// pkBound, | ||
// indexBound, | ||
// parquet(), | ||
// String.format("parquet_%s_%s", pkBound, | ||
// indexBound)); | ||
Table table = getTable(String.format("parquet_%s_%s", pkBound, indexBound)); | ||
Map<String, Table> tables = new LinkedHashMap<>(); | ||
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Map<String, String> p1 = new HashMap<>(); | ||
p1.put(CoreOptions.DELETION_VECTORS_PUSH_DOWN.key(), "false"); | ||
p1.put(CoreOptions.FILE_INDEX_READ_ENABLED.key(), "false"); | ||
tables.put("normal", table.copy(p1)); | ||
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Map<String, String> p2 = new HashMap<>(); | ||
p2.put(CoreOptions.DELETION_VECTORS_PUSH_DOWN.key(), "true"); | ||
p2.put(CoreOptions.FILE_INDEX_READ_ENABLED.key(), "false"); | ||
tables.put("dv-push-down", table.copy(p2)); | ||
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Map<String, String> p3 = new HashMap<>(); | ||
p3.put(CoreOptions.DELETION_VECTORS_PUSH_DOWN.key(), "false"); | ||
p3.put(CoreOptions.FILE_INDEX_READ_ENABLED.key(), "true"); | ||
tables.put("index-push-down", table.copy(p3)); | ||
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Map<String, String> p4 = new HashMap<>(); | ||
p4.put(CoreOptions.DELETION_VECTORS_PUSH_DOWN.key(), "true"); | ||
p4.put(CoreOptions.FILE_INDEX_READ_ENABLED.key(), "true"); | ||
tables.put("dv-and-index-push-down", table.copy(p4)); | ||
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int[] values = new int[] {788897}; | ||
for (int i = 0; i < values.length; i++) { | ||
// for (int i = 0; i < 10; i++) { | ||
// int value = random.nextInt(0, indexBound); | ||
int value = values[i]; | ||
Predicate predicate = new PredicateBuilder(table.rowType()).equal(1, value); | ||
innerTest(tables, pkBound, indexBound, value, predicate); | ||
testResult( | ||
tables.get("normal"), tables.get("dv-and-index-push-down"), predicate); | ||
} | ||
} | ||
} | ||
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// new File(tempFile.toString()).delete(); | ||
} | ||
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private Options parquet() { | ||
Options options = new Options(); | ||
options.set(CoreOptions.BUCKET, 1); | ||
options.set(CoreOptions.WRITE_BUFFER_SIZE, MemorySize.parse("1 GB")); | ||
options.set(CoreOptions.FILE_FORMAT, CoreOptions.FILE_FORMAT_PARQUET); | ||
options.set(CoreOptions.DELETION_VECTORS_ENABLED, true); | ||
options.set("file-index.bsi.columns", "index"); | ||
options.set(CoreOptions.SNAPSHOT_TIME_RETAINED, Duration.ofMinutes(1)); | ||
options.set(CoreOptions.SNAPSHOT_NUM_RETAINED_MIN, 6); | ||
return options; | ||
} | ||
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private void innerTest( | ||
Map<String, Table> tables, | ||
int pkBound, | ||
int indexBound, | ||
int value, | ||
Predicate predicate) { | ||
int readTime = 3; | ||
Benchmark benchmark = | ||
new Benchmark("read", readTime * rowCount) | ||
.setNumWarmupIters(1) | ||
.setOutputPerIteration(true); | ||
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for (String name : tables.keySet()) { | ||
benchmark.addCase( | ||
"read-" + name + "-" + pkBound + "-" + indexBound + "-" + value, | ||
3, | ||
() -> { | ||
Table table = tables.get(name); | ||
for (int i = 0; i < readTime; i++) { | ||
List<Split> splits = table.newReadBuilder().newScan().plan().splits(); | ||
AtomicLong readCount = new AtomicLong(0); | ||
try { | ||
for (Split split : splits) { | ||
RecordReader<InternalRow> reader = | ||
table.newReadBuilder() | ||
.withFilter(predicate) | ||
.newRead() | ||
.createReader(split); | ||
reader.forEachRemaining(row -> readCount.incrementAndGet()); | ||
} | ||
System.out.printf("Finish read %d rows.\n", readCount.get()); | ||
} catch (Exception e) { | ||
throw new RuntimeException(e); | ||
} | ||
} | ||
}); | ||
} | ||
benchmark.run(); | ||
} | ||
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private void testResult(Table actual, Table expect, Predicate predicate) { | ||
Map<Integer, Pair<Integer, String>> actualMap = new HashMap<>(); | ||
try { | ||
List<Split> splits = actual.newReadBuilder().newScan().plan().splits(); | ||
for (Split split : splits) { | ||
RecordReader<InternalRow> reader = | ||
actual.newReadBuilder() | ||
.withFilter(predicate) | ||
.newRead() | ||
.executeFilter() | ||
.createReader(split); | ||
reader.forEachRemaining( | ||
row -> { | ||
actualMap.put( | ||
row.getInt(0), | ||
Pair.of(row.getInt(1), row.getString(2).toString())); | ||
}); | ||
} | ||
} catch (Exception e) { | ||
throw new RuntimeException(e); | ||
} | ||
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try { | ||
List<Split> splits = expect.newReadBuilder().newScan().plan().splits(); | ||
for (Split split : splits) { | ||
RecordReader<InternalRow> reader = | ||
expect.newReadBuilder().withFilter(predicate).newRead().createReader(split); | ||
reader.forEachRemaining( | ||
row -> { | ||
int key = row.getInt(0); | ||
assertThat(actualMap).containsKey(key); | ||
Pair<Integer, String> pair = actualMap.get(key); | ||
assertThat(pair.getLeft()).isEqualTo(row.getInt(1)); | ||
assertThat(pair.getRight()).isEqualTo(row.getString(2).toString()); | ||
}); | ||
} | ||
} catch (Exception e) { | ||
throw new RuntimeException(e); | ||
} | ||
} | ||
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private Table prepareData(int pkBound, int indexBound, Options options, String tableName) | ||
throws Exception { | ||
Table table = createTable(options, tableName); | ||
StreamWriteBuilder writeBuilder = table.newStreamWriteBuilder(); | ||
StreamTableWrite write = | ||
(StreamTableWrite) | ||
writeBuilder | ||
.newWrite() | ||
.withIOManager(new IOManagerImpl(tempFile.toString())); | ||
StreamTableCommit commit = writeBuilder.newCommit(); | ||
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for (int i = 0; i < 10; i++) { | ||
for (int j = 0; j < rowCount; j++) { | ||
try { | ||
write.write(newRandomRow(pkBound, indexBound)); | ||
} catch (Exception e) { | ||
throw new RuntimeException(e); | ||
} | ||
} | ||
List<CommitMessage> commitMessages = write.prepareCommit(true, i); | ||
commit.commit(i, commitMessages); | ||
} | ||
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write.close(); | ||
commit.close(); | ||
return table; | ||
} | ||
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protected Table createTable(Options tableOptions, String tableName) throws Exception { | ||
Options catalogOptions = new Options(); | ||
catalogOptions.set(CatalogOptions.WAREHOUSE, tempFile.toUri().toString()); | ||
Catalog catalog = CatalogFactory.createCatalog(CatalogContext.create(catalogOptions)); | ||
String database = "default"; | ||
catalog.createDatabase(database, true); | ||
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List<DataField> fields = new ArrayList<>(); | ||
fields.add(new DataField(0, "pk", new IntType())); | ||
fields.add(new DataField(1, "index", new IntType())); | ||
for (int i = 2; i <= VALUE_COUNT; i++) { | ||
fields.add(new DataField(i, "f" + i, DataTypes.STRING())); | ||
} | ||
Schema schema = | ||
new Schema( | ||
fields, | ||
Collections.emptyList(), | ||
Collections.singletonList("pk"), | ||
tableOptions.toMap(), | ||
""); | ||
Identifier identifier = Identifier.create(database, tableName); | ||
catalog.createTable(identifier, schema, false); | ||
return catalog.getTable(identifier); | ||
} | ||
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protected Table getTable(String tableName) throws Catalog.TableNotExistException { | ||
Options catalogOptions = new Options(); | ||
catalogOptions.set(CatalogOptions.WAREHOUSE, tempFile.toUri().toString()); | ||
Catalog catalog = CatalogFactory.createCatalog(CatalogContext.create(catalogOptions)); | ||
return catalog.getTable(Identifier.create("default", tableName)); | ||
} | ||
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protected InternalRow newRandomRow(int pkBound, int indexBound) { | ||
GenericRow row = new GenericRow(2 + VALUE_COUNT); | ||
row.setField(0, random.nextInt(0, pkBound)); | ||
row.setField(1, random.nextInt(0, indexBound)); | ||
for (int i = 2; i <= VALUE_COUNT; i++) { | ||
row.setField(i, BinaryString.fromString(random.nextHexString(10))); | ||
} | ||
return row; | ||
} | ||
} |
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